In this study, we develop a machine learning method to detect abnormal ventilation from ventilator waveforms. This method includes not only multi-modal features, but also time-domain, time-frequency, ...

The novel approach of precision medicine is also reaching the field of mechanical ventilation, with the ultimate aim of customising ventilation and providing patients with the highest quality support.

The obtained simulator of mechnical ventilation system could potentially represent the pressure signal of PVC as a complete respiratory cycle and continuance waveform. This simulator is also able to ...

Additionally, the development and validation of a sample entropy-based method has provided a novel means for quantifying changes in ventilator waveform dynamics, offering promising avenues for ...